Object Segmentation on HRSOD
92.91mIoUBase Model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Base ModelDensity=100%, Compression Type=None, Finetuning=false2026.05 | 92.91 | 1 | |
| PieceWise AttentionDensity=75%, Compression Type=attention-only, Finetuning=false2026.05 | 92.87 | 0.66 | |
| SparseSAMDensity=75%, Compression Type=attention-only, Finetuning=false2026.05 | 92.86 | 1.58 | |
| SpargeAttnDensity=75%, Compression Type=attention-only, Finetuning=false2026.05 | 92.84 | 1.15 | |
| SparseSAMDensity=50%, Compression Type=attention-only, Finetuning=false2026.05 | 92.83 | 1.63 | |
| PieceWise AttentionDensity=50%, Compression Type=attention-only, Finetuning=false2026.05 | 92.73 | 0.71 | |
| SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=true2026.05 | 92.71 | 1.87 | |
| SpargeAttnDensity=50%, Compression Type=attention-only, Finetuning=false2026.05 | 92.68 | 1.24 | |
| SparseSAMDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.05 | 92.62 | 1.71 | |
| ToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.05 | 92.43 | 0.51 | |
| SparseSAMDensity=25%, Compression Type=attention-only, Finetuning=false2026.05 | 92.41 | 1.71 | |
| SparseSAMDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.05 | 92.4 | 1.87 | |
| GradToMeDensity=75%, Compression Type=attention+MLP, Finetuning=false2026.05 | 92.32 | 0.54 | |
| PieceWise AttentionDensity=25%, Compression Type=attention-only, Finetuning=false2026.05 | 92.18 | 0.7 | |
| SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=true2026.05 | 91.96 | 2.05 | |
| SparseSAMDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.05 | 91.29 | 2.05 | |
| SpargeAttnDensity=25%, Compression Type=attention-only, Finetuning=false2026.05 | 90.99 | 1.25 | |
| GradToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.05 | 88.73 | 0.63 | |
| ToMeDensity=50%, Compression Type=attention+MLP, Finetuning=false2026.05 | 87.98 | 0.84 | |
| GradToMeDensity=25%, Compression Type=attention+MLP, Finetuning=false2026.05 | 76.19 | 0.77 |